Embedded Intelligence

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1. Dominique Mercier; Andreas Dengel; Sheraz Ahmed

   FREQuency ATTribution: Benchmarking Frequency-based Occlusion for Time Series Data

   In: ArXiv e-prints (arxiv), Vol. 2506, Pages 1-18, arxiv, 6/2025.

2. Gregor Duwe; Dominique Mercier; Verena Kauth; Kerstin Moench; Vikas Rajashekar; Markus Junker; Andreas Dengel; Axel Haferkamp; Thomas Hoefner

   Development of an artificial intelligence-generated, explainable treatment recommendation system for urothelial carcinoma and renal cell carcinoma to support multidisciplinary cancer conferences

   In: European Journal of Cancer (EJC), Vol. 220, No. 115367, Pages 1-8, Elsevier Ltd. 3/2025.

3. Gregor Duwe; Dominique Mercier; Verena Kauth; Kerstin Moench; Markus Junker; Juan Pablo Vesga; Werner Seiz; Juergen Scheele; Andreas Dengel; Axel Haferkamp; Thomas Höfner

   First preliminary results of artificial intelligence generated treatment recommendations for urothelial cancer based on multidisciplinary cancer conferences from the KITTU project

   In: Annals of Oncology, Vol. 35, No. S2, Pages 1161-1161, ESMO, 9/2024.

4. Gregor Duwe; Dominique Mercier; Crispin Balthasar Wiesmann; Markus Junker; Axel Haferkamp; Andreas Dengel; Thomas Höfner

   Einsatz neuer Technologien: Künstliche Intelligenz in der medizinischen Entscheidungsfindung – Status quo und Perspektiven einer interdisziplinären Herausforderung

   In: Mario A. Pfannstiel. Technologien und Technologiemanagement im Gesundheitswesen. Pages 669-731, ISBN 978-3-658-43860-9, Springer, Wiesbaden, 8/2024.

5. Saifullah Saifullah; Dominique Mercier; Adriano Lucieri; Andreas Dengel; Sheraz Ahmed

   The privacy-explainability trade-off: unraveling the impacts of differential privacy and federated learning on attribution methods

   In: Frontiers in Artificial Intelligence (Front. Artif. Intell.), Vol. 7, Pages 1-26, Frontiers, 7/2024.

6. Gregor Duwe; Dominique Mercier; Crispin Wiesmann; Verena Kauth; Kerstin Moench; Markus Junker; Christopher C. M. Neumann; Axel Haferkamp; Andreas Dengel; Thomas Höfner

   Challenges and perspectives in use of artificial intelligence to support treatment recommendations in clinical oncology

   In: John Wiley (Hrsg.). Cancer Medicine, Vol. 13, No. 12, Pages 1-13, Wiley, 6/2024.

7. Gregor Duwe; Verena Kauth; Kerstin Moench; Dominique Mercier; Markus Junker; Juergen Scheele; Werner Seiz; Oliver Pfante; Juan Pablo Vesga Simmins; Natasja De Bruin; Axel Haferkamp; Andreas Dengel; Thomas Höfner

   KITTU: Artificial intelligence supports multidisciplinary cancer conferences – first steps towards revolutionizing clinical decision making in oncology

   In: Reinhard Büttner (Hrsg.). Oncology Research and Treatment, Vol. 47, No. Supl. 1 - 36. Deutscher Krebskongress - Fortschritt gemeinsam gestalten, Pages 20-20, Karger Publishers, 2/2024.

8. Saifullah Saifullah; Dominique Mercier; Stefan Agne; Andreas Dengel; Sheraz Ahmed

   Towards privacy preserved document image classification: a comprehensive benchmark

   In: International Journal on Document Analysis and Recognition (IJDAR), Vol. Special Issue Paper, Springer Nature, 2024.

9. Dominique Mercier; Andreas Dengel; Sheraz Ahmed

   From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification

   In: Applied Intelligence (APIN), Vol. July 2024, Pages 1-15, Springer Nature, 7/2023.

10. Dominique Mercier; Syed Tahseen Raza Rizvi; Vikas Rajashekar; Sheraz Ahmed; Andreas Dengel

    Utilizing Out-Domain Datasets to Enhance Multi-Task Citation Analysis

    In: Agents and Artificial Intelligence. International Conference on Agents and Artificial Intelligence (ICAART), Pages 113-134, LNCS, Vol. 13251, ISBN 978-3-031-10161-8, Springer, Cham, 7/2022.

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